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Analysis and Implementation of Artificial Neural Network Techniques for Power Quality Enhancement using DSTATCOM

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Analysis and Implementation of Artificial Neural Network Techniques for Power Quality Enhancement using DSTATCOM


Amrendra Kumar | Pramod Kumar Rathore



Amrendra Kumar | Pramod Kumar Rathore "Analysis and Implementation of Artificial Neural Network Techniques for Power Quality Enhancement using DSTATCOM" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-5, August 2021, pp.1821-1827, URL: https://www.ijtsrd.com/papers/ijtsrd45218.pdf

This project shows how to use a back propagation (BP) control method to execute a three-stage delivery static compensator (DSTATCOM) for its capabilities such as load balancing and zero voltage management of reactive power compensation under non-linear loads. In this case, we utilize a BP-based control method to determine the crucial dynamic weight. Furthermore, the BP-based control method is often used to estimate the receptive power parts of the load streams required for estimating the reference source streams. The new topic of research in the field of power engineering is the regulation of power efficiency devices using neural networks. The output of the balancing instruments is defined by the extraction of the harmonic components. DSTATCOM and UPFC are used as balancing devices in this case. A DSTATCOM model is created with the help of a computerized signal processor, and its implementation is tailored to specific working circumstances. With the suggested control method, the execution of DSTATCOM is shown to be appropriate for a variety of workloads. The BP-based control method is used to calculate the basic weighted value of the load's active and reactive power components. The sample-trained back propagation method will identify the power quality signal problem in real-time. This algorithm's main characteristics include continuity, differentiability, and non-decreasing momotomy. The UPFC procedure is similar to that of DSTATCOM, with the exception that the device is not turned off under adverse conditions. The simulation model is created using ANFIS, and its output is investigated under various operating circumstances. For various kinds of loads, the ANFIS output is determined to be acceptable using the suggested control method. The proposed technique must be validated using MATLAB/Simulink findings.

ANN (BP control algorithm), Harmonics (THD), Load balancing, Weights, Power quality and ANFS


IJTSRD45218
Volume-5 | Issue-5, August 2021
1821-1827
IJTSRD | www.ijtsrd.com | E-ISSN 2456-6470
Copyright © 2019 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0)

International Journal of Trend in Scientific Research and Development - IJTSRD having online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International Journal which provides rapid publication of your research articles and aims to promote the theory and practice along with knowledge sharing between researchers, developers, engineers, students, and practitioners working in and around the world in many areas like Sciences, Technology, Innovation, Engineering, Agriculture, Management and many more and it is recommended by all Universities, review articles and short communications in all subjects. IJTSRD running an International Journal who are proving quality publication of peer reviewed and refereed international journals from diverse fields that emphasizes new research, development and their applications. IJTSRD provides an online access to exchange your research work, technical notes & surveying results among professionals throughout the world in e-journals. IJTSRD is a fastest growing and dynamic professional organization. The aim of this organization is to provide access not only to world class research resources, but through its professionals aim to bring in a significant transformation in the real of open access journals and online publishing.

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